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1# Case Study: hard_011 (Investor Dinner Cascade)2 3## Baseline (immediate submit)4- Reward: 0.50005- Steps: 16- Violations: 07- Feedback: [constraints] 0/6 constraints met | [conflicts] No calendar conflicts | [commitments] No commitments created | [communication] MISSING email to Team | MISSING email to VP_Chen | [efficiency] 1 steps (optimal: 7)8 9## Improved policy10- Reward: 0.990011- Steps: 512- Violations: 013- Feedback: [constraints] 6/6 constraints met | [conflicts] No calendar conflicts | [commitments] 1 honored | [communication] Email to Team: full credit | Email to VP_Chen: full credit | [efficiency] 5 steps (optimal: 7)14 15## Why improved policy scores higher16- Resolves lower-priority personal conflict (`cancel_event evt_90`)17- Preserves high-priority investor objective (`book_restaurant Sky Lounge`)18- Renegotiates existing social commitment via communication (`send_email Team`)19- Confirms delivery to executive stakeholder (`send_email VP_Chen`)20